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M-oscillator

HOW TO FIND CHEAP ENTRY SIGNAL FOR RISKRETURN LIKE 1:10 AND MOREHI BIG PLAYERS, in this tutorial I want educate you my experience, how to find really cheap entry for trading. In this example it was possible to take part on a 1:10 trade. It means for 1 USD investment you could take 10 USD return (Risk-Return-Ratio => RRR). ///////////////////////////////////////////////////// E X A M P L E F O R A B U L L I S H T R E N D ///////////////////////////////////////////////////// At the beginning we are looking for an oscillator, that shows us an oversold area and in the same time a bullish trend with higher and faster EMA than a slower EMA on the chart. This is possible with a slow EMA(close, 200) and a fast EMA(close, 50) and a RSI(close, 14).... => this is for example my way to find it on the Forex Screener from TradingView at fast as possible. I developed a similar structure with more quality signals with my candle oscillator indicator. Named: CO 'I. This indicator allows to see the candle between a range und works at well like the RSI oscillator with 30% and 70% oversold and overbought area. The most positive on this indicator, you don't only see the closing relating price - you see almost more: open, high and low. Furthermore, I found out that if the body of a candle goes into the range between 30-70% and this is the same trenddirection in the chart, then it was to 90% the lowest/highest bar or 3+ bars nearby them. So back to my education: My main view starts on 4H Chart. In this example I found on EUR/JPY a bullish trendfilter with the EMA's and a oversold area on my OC 'I (the wick of the candle was touching the 30% line) - it's only necessary that a touching of the candle is true. NEXT STEP: After this bullish signal it is necessary to zoom in the lower timeframe. Here I choosed the 1H Chart and had to wait till the body of the OC 'I also touched the 30% line and of course wait till the candle is finished. It don't depend how much the body touch the 30% line - but it's necessary that the body is touching. In addition, a bullish divergence was built (looking to blue lines). After the first touching I go into a lower timeframe again. The 15H-Chart was choosed for this example. Hereby the same game: waiting till the body is touching the 30% line. NOTE: furthermore, if I going into the lower timeframe and the body is already touching - then you don't need to wait for the relase into the range and back to touching again the 30% line. The 15MIN Chart is the last timeframe. Now we wait till the body goes up and don't touch any line. This is my signal to buy. My exit depends always how the market flow are: in this case it was a big uptrend and a adapting correction wave (this is mostly the time for divergence and this why I set a takeprofit on this high). With this approuch it was possible to catch a 1:10 trade. Kind regards NXT2017
Education
by NXT2017
DivergenceRSI PIVOT (RSIP) HOW IT WORKS? This script draws a line when rsi cross over or under the oversold and overbought line. Supprisingly these pivots sometimes good indicator for positive and negative divergence or continuation. For example: + if the price goes above the previos rsi overbought area (red line), it means positive sign and price will contiue to climb like number 1 examples. + if the price goes above the previous oversold area (green line). It means positive divergence start like number 2 examples. + this script can also say us to up move ended. Because the price can't go above the price like number 3 examples. + There are a lots of signals in it ;) you can find them with little effort. What about 4? Actually it is not a bullish sign but a little pump might come. Dont be hesitate to use "RSI Pivot" and press like button ;) Cheers :)
BITSTAMP:BTCUSDEducation
by OnurSelcuk
The LMACD on Bitcoin's chart (Logarithmic MACD)The LMACD indicator looks to be even more reliable on Bitcoin's logarithmic 1D chart. You can copy the script of the indicator here: //@version=3 study(title="Logarithmic Moving Average Convergence Divergence", shorttitle="LMACD") // Getting inputs fast_length = input(title="Fast Length", type=integer, defval=12) slow_length = input(title="Slow Length", type=integer, defval=26) src = input(title="Source", type=source, defval=close) signal_length = input(title="Signal Smoothing", type=integer, minval = 1, maxval = 50, defval = 9) sma_source = input(title="Simple MA(Oscillator)", type=bool, defval=false) sma_signal = input(title="Simple MA(Signal Line)", type=bool, defval=false) // Plot colors col_grow_above = #26A69A col_grow_below = #FFCDD2 col_fall_above = #B2DFDB col_fall_below = #EF5350 col_macd = #0094ff col_signal = #ff6a00 // Calculating fast_ma = sma_source ? sma(src, fast_length) : ema(src, fast_length) slow_ma = sma_source ? sma(src, slow_length) : ema(src, slow_length) lmacd = log(fast_ma) - log(slow_ma) signal = sma_signal ? sma(lmacd, signal_length) : ema(lmacd, signal_length) hist = lmacd - signal plot(hist, title="Histogram", style=columns, color=(hist>=0 ? (hist < hist ? col_grow_above : col_fall_above) : (hist < hist ? col_grow_below : col_fall_below) ), transp=0 ) plot(lmacd, title="LMACD", color=col_macd, transp=0) plot(signal, title="Signal", color=col_signal, transp=0)
Education
by TheTravel1ngTrader
Lazy bear RSI S/R plotting tip In this example the 1 hour is above and 15 min below. On the 1 hour chart the RSI support and resistance plotting tool is activated. The numeric settings are out of the box. The only change here is the color of the S/R lies and candle illumination. Once the indicator is activated i chose support and resistance levels that were closer to being in play and superimposed horizontal rays on the selected areas. You would leave those in place and the drop down to your smaller time frame where you will now have kep support or resistance price level marked. Now you can analyze the volume activity off of these levels based on the higher time frame. Useful for volume analysis/supply and demand methods. (VSA, Wyckoff, Faders). The Lazy bear S/R suite contains different variations based on various oscillators and volume. Basically it paints overbought and oversold regions directly on your chart. I cant find any formal instruction on this suite and have been trying to make sense of it on my own. Please add to this if you are more schooled in this are and if you have any questions please ask. Good Luck! “Patience is key to success not speed. Time is a cunning speculators best friend if he uses it right” Jesse Livermore Sources of education: Tom Williams Volume spread analysis VSA/ Master the Markets Richard Wyckoff Pete Faders VSA* Read the ticker dot com Dee Nixon BTC trading challenge price action/volume techniques Good luck
Education
by dee718
3
A More Efficient Calculation Of The Relative Strength IndexIntroduction I explained in my post on indicators settings how computation time might affect your strategy. Therefore efficiency is an important factor that must be taken into account when making an indicator. If i'am known for something on tradingview its certainly not from making huge codes nor fancy plots, but for my short and efficient estimations/indicators, the first estimation i made being the least squares moving average using the rolling z-score method, then came the rolling correlation, and finally the recursive bands that allow to make extremely efficient and smooth extremities. Today i propose a more efficient version of the relative strength index, one of the most popular technical indicators of all times. This post will also briefly introduce the concept of system linearity/additive superposition. Breaking Down The Relative Strength Index The relative strength index (rsi) is a technical indicator that is classified as a momentum oscillator. This technical indicator allow the user to know when an asset is overvalued and thus interesting to sell, or under evaluated, thus interesting to buy. However its many properties, such as constant scale (0,100) and stationarity allowed him to find multiple uses. The calculation of the relative strength index take into account the direction of the price changes, its pretty straightforward. First we calculate the average price absolute changes based on their sign : UP = close - previous close if close > previous close else 0 DN = previous close - close if close < previous close else 0 Then the relative strength factor is calculated : RS = RMA(UP,P)/RMA(DN,P) Where RMA is the Wilder moving average of period P . The relative strength index is then calculated as follows : RSI = 100 - 100/(1 + RS) As a reminder, the Wilder moving average is an exponential filter with the form : y(t) = a*x+(1-a)*y(t-1) where a = 1/length . The smoothing constant being equal to 1/length allow to get a smoother result than the exponential moving average who use a smoothing constant of 2/(length+1). Simple Efficient Changes As we can see the calculation is not that complicated, the use of an exponential filter make the indicator extremely efficient. However there is room for improvement. First we can skip the if else or any conditional operator by using the max function. change = close - previous close UP = max(change,0) DN = max(change*-1,0) This is easy to understand, when the closing price is greater than the previous one the change will be positive, therefore the maximum value between the change and 0 will be the change since change > 0 , values of change lower than 0 mean that the closing price is lower than the previous one, in this case max(change,0) = 0 . For Dn we do the same except that we reverse the sign of the change, this allow us to get a positive results when the closing price is lower than the previous one, then we reuse the trick with max , and we therefore get the positive price change during a downward price change. Then come the calculation of the relative strength index : 100 - 100/(1 + RS) . We can simplify it easily, first lets forget about the scale of (0,100) and focus on a scale of (0,1), a simple scaling solution is done using : a/(a+b) , where (a,b) > 0 , we then are sure to get a value in a scale of (0,1), because a+b >= a . We have two elements, UP and DN , we only need to apply the Wilder Moving Average, and we get : RMA(UP,P)/(RMA(UP,P) + RMA(DN,P)) In order to scale it in a range of (0,100) we can simply use : 100*RMA(UP,P)/(RMA(UP,P) + RMA(DN,P)) = 100*RMA(max(change,0),P)/(RMA(max(change,0),P) + RMA(max(change*-1,0),P)) And "voila" Superposition Principle and Linear Filters A function is said to be linear if : f(a + b) = f(a) + f(b) . If you have studied signal processing a little bit, you must have encountered the term "Linear Filter", its just the same, simply put, a filter is said to be linear if : filter(a+b) = filter(a) + filter(b) Simple right ? Lot of filters are linear, the simple moving average is, the wma, lsma, ema...etc. One of most famous non linear filters is the median filter, therefore : median(a+b) ≠ median(a) + median(b) When a filter is linear we say that he satisfies the superposition principle. So how can this help us ? Well lets see back our formula : 100*RMA(UP,P)/(RMA(UP,P) + RMA(DN,P)) We use the wilder moving average 3 times, however we can take advantage of the superposition principle by using instead : 100*RMA(UP,P)/RMA(UP + DN,P) Reducing the number of filters used is always great, even if they recursion. Final Touch Thanks to the superposition principle we where able to have RMA(UP + DN,P) , which allow us to only average UP and DN togethers instead of separately, however we can see something odd. We have UP + DN , but UP and DN are only the positive changes of their associated price sign, therefore : UP + DN = abs(change) Lets use pinescript, we end up with the following estimation : a = change(close) rsi = 100*rma(max(a,0),length)/rma(abs(a),length) compared to a basic calculation : up = max(x - x , 0) dn = max(x - x, 0) rs = rma(up, length) / rma(dn, length) rsi = 100 - 100 / (1 + rs) Here is the difference between our estimate and the rsi function of both length = 14 : with an average value of 0.000000..., those are certainly due to rounding errors. In a chart we can see that the difference is not significant. In our orange our estimate, in blue the classic rsi of both length = 14. Conclusion In this post i proposed a simplification of the relative strength index indicator calculation. I introduced the concept of linearity, this is a must have when we have to think efficiently. I also highlighted simple tricks using the max function and some basic calculus related to rescaling. I had a lot of fun while simplifying the relative strength index, its an indicator everyone use. I hope this post was enjoyable to read, with the hope that it was useful to you. If this calculation was already proposed please pm me the reference. You can check my last paper about this calculation if you want more details, the link to my papers is in the signature. Thanks for reading !
NASDAQ:INTCEducation
by alexgrover
14
Profitable RSI optimizes 3 parameters!Well, it's just a small public announcement. I went to this for a long time and now it has become possible. Profitable RSI now handles 3 parameters of the standard RSI indicator to find the best tuple of settings. So, additionally to period setting, the optimizer takes under consideration different Overbought (from 60 to 70 ) and Oversold levels (from 30 to 40 ) for each RSI period. Four main conclusions from my research (if you gonna trade with RSI): The OB/OS levels are not necessary to be the standard 70/30 ones. With all my respect to J. Welles Wilder, but those bounds cannot be considered optimal. The OB/OS levels can be asymmetric. So OB can be 65 while OS is 39. Not 70/30, not 60/40 and not 75/25. Asymmetric ones. There is no efficient trading with period setting higher than 50. We can make a feast even from the old indicator And the last thing I wanted to add - let's not live in the old paradigms. The world is changing, trading is changing and we must change too. Don't be afraid to experiment with something new for you. The tool I talked about, the Profitable RSI, is here Good luck, Good health, God bless you
Education
by everget
11
4H BTC Waves+ Signal charting, full blindFully blind signal charting followup for Waves+, BTCUSD 4h. All horizontal lines/signals were plotted with the candlestick chart hidden and not visible. Additionally, this time, all directional trades and exits were determined with the chart hidden. Additional signal explanation and rationale is detailed in yellow text, annotated on the chart/indicators. 8/10 Trades closed in profit (green checkmark). 2 Trades marked with red X were below 2% profit margin, and are considered a loss unless high leverage is used. Setup/configuration: Initial setup with Waves+, DOSC (Derivative Oscillator) with signal line disabled. 1-2 bar delay on signals to provide accurate/realistic demonstration of entries/exits (on bar close). Waves+ has the LSMA line enabled (dark blue). Waves+ is a hybrid wavetrend fibbonaci oscillator. Waves+ components: Light blue line = Waves line Dark blue line = LSMA line Red line = Mmenosyne follower (fib line with medium speed) Green line = Mmenosyne base (fib line with slow speed) Shaded yellow zone = Explosion Zone warning (Ehler's Market Thermometer) Red/green center dots = TTM Squeeze Loose Fire(red), TTM Squeeze Strict Fire (green) Lower dotted line = 38.2 fib line Upper dotted line = 61.8 fib line Lower dashed line = 25 wavetrend limit Upper dashed line = 75 wavetrend limit Blue 1/2 height block = suggested TP from short/drop incoming 1-2 bars Orange 1/2 height block = suggested TP from long Chart markup: solid green = buy/long signal solid red = sell/short signal dashed red = early sell/short signal dashed green = early buy/long signal dashed orange = suggested exit from long signal dashed blue = suggested exit from short signal Trades closed in profit/loss, no stops, marked up on chart: Trade closed in profit = green checkmark Trade closed at a loss = red X. Trades that are less than 2% in profit will be considered a loss for scalping unless leverage is used. Incremental for this blind signal test will be documented below/updated as part of the trade idea/post.
BITFINEX:BTCUSDEducation
by auroagwei
2
Release: [AU] Waves+Plus version of Waves with components from both Waves Advanced and Mnemosyne. Essentially, Waves+ is highly configurable hybrid wavetrend oscillator and Fibonacci oscillator. Pictured to the left are the various indicators that represent incremental steps/advancements toward the development and eventual refinement of a hybrid wavetrend fib oscillator. Waves+ is available as part of the AU indicator set - contact for trial availability and pricing.
BITFINEX:BTCUSDEducation
by auroagwei
1
Testing performance of Cyber Ensemble Strategy on a model Stock..with the Squeeze Test insensitivity increased to 40. Performs well even with 0.15% commission. For best results with my strategy scripts, the parameters needs to be optimized and back tested for a particular chart and timeframe. Default settings were optimized for Bitcoin (BTC) on the 6hr chart (but appeared to perform well at selected lower timeframes, including the 30mins timeframe). Cyber Ensemble Strategy -- Base on a complex interplay of different conventional indicators, and an assortment of my own developed filtering (prune and boost) algorithms. Cyber Ensemble Alerts -- My attempt to try replicate my strategy script as a study, that generates Buy/Sell Alerts (including stop-limit strategic buys/sells) to allow autotrading on exchanges that can execute trades base on TV alerts. This project is a work-in-progress. Cyber Momentum Strategy -- This script is based on my pSAR derived momentum oscillators set (PRISM) that I personally rely on a lot for my own trades. The "Alerts" version of this will be developed once Cyber Ensemble Alerts have been perfected. PRISM -- pSAR derived oscillator and its own RSI/StochRSI, as well as Momentum/Acceleration/Jerk oscillators.
NASDAQ:COKEEducation
by cybernetwork
Quick guide on three buy/sell position suggestion scripts.+ Cyber Ensemble Buy/Sell positions signaling is derived from an optimized scoring of a large number of conventional indicators. (Blue/Purple plus Background HeatMap) + FG-Divergence is based on my own modified version a MACD style oscillator, with its own accompanying Momentum and Acceleration oscillator. (Light Green/Red) + PRISM Signals is based on PRISM, a pSAR derived oscillator coupled with its Momentum/Acceleration/Jerk Oscillator as well as pSAR based RSI and StochRSI. (Bright Green/Red) — For best results, users can tweak the parameters and enable/disable specific tests and scoring Thresholds for a specific chart and timeframe, and checking how well they perform wrt historical trends. Timeframe specific presets will be added in the future when I have more time. Please do feel free to play around with the parameters and share them. If they are good, they may be added as a preset in future updates with you credited. These scripts are freshly made, and for now, my focus is to slowly refactor and improve on the code, and tidying up the ordering of the inputs to make them easier for users to navigate and understand what each of them do. In the future, once things are sufficiently improved, I aim to include alert features and release a proper “strategy version” as well, and I may post up a clearer user guide for each one of them.
BITSTAMP:BTCUSDEducation
by cybernetwork
7
[Quick Guide] PRISM Signals & PDF indicators. The PRISM Signals appears to work well especially at lower time-frames (even down to 5 min candles). The key is to maximizing true-positives is to carefully optimize the input parameters and scoring weights and detection thresholds for a specific given chart and timeframe. See also the 5 mins chart: Also shown here is the PDF script, which provides: dynamic Fib levels, pSAR indicator, as well as 2 levels standard deviation bands (disabled here). The thickest green/red limes are the local-top/bottom lines. Adjust the Fib Input Range accordingly to ensure that the local highs/lows are accurately captured. The 61.8% levels are the thicker blue lines, and the purple lines are additional levels derived base on the mathematical conjugation between Fib levels. Again, it is highly recommended to carefully check/optimize the input parameters for a given chart/timeframe against historical trends before proceeding to use it. This script also provides consecutive higher/lower-highs/lows detection, which is disabled here. Various features of these scripts can be manually Enabled/Disabled by the users to keep the chart neat. Even though these scripts are constructed from a set of indicators, it is still highly advised to be used in conjunction with other analysis such as: trendlines, volume, and other indicators, etc., as well as analyzing and comparing with higher/lower timeframes, to help filter out or identify possible risk of false-positives to maximize your success rate. ========================================================== Indicators used: PRISM Signals (Color and Stdev bands disabled here) -- Algorithm to generate scoring-based bullish/bearish signals derived from the PRISM oscillators set. PDF {pSAR /w HiLo Trends + Fib Retrace/Extension Levels} -- Parabolic SAR /w HighLow Trends Indicator/Bar-color-marking + Dynamic Fib Retrace and Extension Level. Ichimoku Cloud {Cybernetwork} -- Ichimoku Cloud with modified parameters. Related Indicator: PRISM Oscillator -- pSAR based oscillator, with RSI/StochRSI as well as Momentum/Acceleration/Jerk indicators ========================================================== ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ Note: In no way is this intended as a financial/investment/trading advice. You are responsible for your own investment decisions and trades. Please exercise your own judgement for your own trades base on your own risk-aversion level and goals as an investor or a trader. The use of OTHER indicators and analysis in conjunction (tailored to your own style of investing/trading) will help improve confidence of your analysis, for you to determine your own trade decisions. ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ * ~ Please check out my other indicators sets and series, e.g. LIVIDITIUM (dynamic levels), AEONDRIFT (multi-levels standard deviation bands), FUSIONGAPS (MA based oscillators), MAJESTIC (Momentum/Acceleration/Jerk Oscillators), and more to come. Constructive feedback and suggestions are welcome. If you like any of my set of indicators, and it has benefited you in some ways, please consider tipping a little to my HRT fund. =D cybernetwork @ EOS 37DzRVwodp5UZBYjCKvVoZ5bDdDqhr7798 @ BTC MPr8Zhmpsx2uh3F5R4WD98MRJJpwuLBhA3 @ LTC 1Je6c1vvSCW7V2vA6RYDt6CEvqGYgT44F4 @ BCH AS259bXGthuj4VZ1QPzD39W3ut4fQV5giC @ NEO rDonew8fRDkZFv7dZYe5w3L1vJSE51zFAx @ Ripple XRP 0xc0161d27201914FC0bAe5e350a193c8658fc4742 @ ETH GAX6UDAJ52OGZW4FVVG3WLGIOJLGG2C7CTO5ZDUK2P6M6QMYBJMSJTDL @ Stellar XLM xrb_16s8cj8eoangfa96shsnkir3wctdzy76ajui4zexek6xmqssweu85rdjxrt4 @ Nano ~ JuniAiko (=^~^=)v~
BITSTAMP:BTCUSDEducation
by cybernetwork
A Renko Strategy for Trading - Part 9This is intended more as educational material on a strategy for using renko charts. To begin with, I'll be using USOil in the examples but will include other markets as I continue through the series. The material is not intended to prescribe or recommend actual trades as the decision to place trades is the responsibility of each individual who trades as they assume all risks for their own positions and accounts. Chart setup : (Part 1) Double Exponential Moving Average (DEMA) 12 black line Double Exponential Moving Average (DEMA) 20 red line Parabolic SAR (PSAR) 0.09/0.09/.23 blue circles Simple Moving Average (SA) 20 blue line (Part 2) Stochastics 5, 3, 3 with boundaries 80/20 dark blue/light blue Stochastics 50, 3, 3 with boundaries 55/45 red Overlay these two on one indicator. Refer to 'Part 2' as to how to do this (Part 3) True Strength Indicator (TSI) 14/4/4 dark blue/ red Directional Movement Indicator DMI 14/14 ADX-dark green, +DI-dark blue, -DI-red Renko Chart Settings Crude Oil (TVC:USOil): renko/traditional/blksize .05/.10/.25 Natural Gas (ngas): renko/traditional/blksize .005/.010/.025 Soybeans/Wheat/Corn (soybnusd/wheatusd/cornusd): can use the ngas setup S&P 500 (spx500usd): renko/traditional/blksize 2.5/5.0/12.5 Euros (EURUSD): renko/traditional/blksize .0005/.0010/.0025
FX:NGASEducation
by mxb1961
A Renko Strategy for Trading - Part 8This is intended more as educational material on a strategy for using renko charts. To begin with, I'll be using USOil in the examples but will include other markets as I continue through the series. The material is not intended to prescribe or recommend actual trades as the decision to place trades is the responsibility of each individual who trades as they assume all risks for their own positions and accounts. www.investopedia.com Chart setup : (Part 1) Double Exponential Moving Average (DEMA) 12 black line Double Exponential Moving Average (DEMA) 20 red line Parabolic SAR (PSAR) 0.09/0.09/.23 blue circles Simple Moving Average (SA) 20 blue line (Part 2) Stochastics 5, 3, 3 with boundaries 80/20 dark blue/light blue Stochastics 50, 3, 3 with boundaries 55/45 red Overlay these two on one indicator. Refer to 'Part 2' as to how to do this (Part 3) True Strength Indicator (TSI) 14/4/4 dark blue/ red Directional Movement Indicator DMI 14/14 ADX-dark green, +DI-dark blue, -DI-red Renko Chart Settings Crude Oil (TVC:USOil): renko/traditional/blksize .05/.10/.25 Natural Gas (ngas): renko/traditional/blksize .005/.010/.025 Soybeans/Wheat/Corn (soybnusd/wheatusd/cornusd): can use the ngas setup S&P 500 (spx500usd): renko/traditional/blksize 2.5/5.0/12.5 Euros (EURUSD): renko/traditional/blksize .0005/.0010/.0025
FX:NGASEducation
by mxb1961
How to use my FG oscillator in conjunction with DFG oscillatorLooks like BTCUSD still have a little bit further down to go, but is winding up for a next significant pump. DEMO of the use of my FUSIONGAPS (FG) and DIFFERENTIAL FUSIONGAPS (DFG) scripts, with my LIVIDITIUM indicators set. Not a financial/trading/investment advice. Exercise your own judgement and take responsibility for your own trades. ;) See also: If you like this set of indicators, and it has benefited you in some ways, please consider tipping a little to my HRT fund. =D cybernetwork @ EOS 37DzRVwodp5UZBYjCKvVoZ5bDdDqhr7798 @ BTC MPr8Zhmpsx2uh3F5R4WD98MRJJpwuLBhA3 @ LTC 1Je6c1vvSCW7V2vA6RYDt6CEvqGYgT44F4 @ BCH AS259bXGthuj4VZ1QPzD39W3ut4fQV5giC @ NEO rDonew8fRDkZFv7dZYe5w3L1vJSE51zFAx @ Ripple XRP 0xc0161d27201914FC0bAe5e350a193c8658fc4742 @ ETH GAX6UDAJ52OGZW4FVVG3WLGIOJLGG2C7CTO5ZDUK2P6M6QMYBJMSJTDL @ Stellar XLM xrb_16s8cj8eoangfa96shsnkir3wctdzy76ajui4zexek6xmqssweu85rdjxrt4 @ Nano ~JuniAiko (=^~^=)v~
BITSTAMP:BTCUSDEducation
by cybernetwork